{"id":"W126152549","doi":"10.1089/thy.2014.0132","title":"Ultrasound Surveillance for Thyroid Malignancies in Survivors of Childhood Cancer Following Radiotherapy: A Single Institutional Experience","year":2014,"lang":"en","type":"article","venue":"Thyroid","topic":"Thyroid Cancer Diagnosis and Treatment","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Hotel Dieu Hospital; Western University","funders":"American Thyroid Association","keywords":"Medicine; Thyroid nodules; Thyroid cancer; Thyroid; Radiology; Nodule (geology); Fine-needle aspiration; Thyroid carcinoma; Malignancy; Radiation therapy; Ultrasound; Biopsy; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002874866,0.0002333023,0.0005591873,0.0001212501,0.00009071507,0.00001794018,0.00013615,0.00008126644,0.00003957033],"category_scores_gemma":[0.0001667238,0.0002010712,0.000219487,0.0002859352,0.0001295011,0.0001165588,0.00001827563,0.00008567472,0.000002177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002939577,"about_ca_system_score_gemma":0.0001696296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001056118,"about_ca_topic_score_gemma":0.001425335,"domain_scores_codex":[0.9984735,0.00005146622,0.0003992814,0.0003914775,0.0003061482,0.0003781652],"domain_scores_gemma":[0.9990598,0.0003020105,0.0001374081,0.0003249871,0.00007359189,0.0001021771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003990073,0.001490775,0.6559788,0.000132568,0.0002497416,0.00001352019,0.005073488,0.0005257531,0.3291339,0.001349274,0.0004805418,0.005172652],"study_design_scores_gemma":[0.009451779,0.001624931,0.8756529,0.00049644,0.0000730333,0.00004462339,0.0004525802,0.0001617939,0.1036059,0.0003028367,0.007654434,0.0004787135],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846969,0.01224965,0.0008493459,0.000415641,0.0003668966,0.0006816221,0.00006467023,0.00004797249,0.0006273426],"genre_scores_gemma":[0.9965197,0.0008731363,0.001459071,0.0003129332,0.0002001396,0.0004702106,0.00003557427,0.00003321235,0.00009604423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.225528,"threshold_uncertainty_score":0.8199446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01457033441451676,"score_gpt":0.2734886022334128,"score_spread":0.258918267818896,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}